{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8216, 1)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr = np.arange(8216)[:, np.newaxis]\n",
    "arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_angles(pos, i, d_model):\n",
    "  angle_rates = 1 / np.power(10000, (2 * (i//2)) / np.float32(d_model))\n",
    "  return pos * angle_rates\n",
    "\n",
    "\n",
    "def positional_encoding(position, d_model):\n",
    "    angle_rads = get_angles(np.arange(position)[:, np.newaxis], #position x 1\n",
    "                            np.arange(d_model)[np.newaxis, :], # 1 x d_model\n",
    "                            d_model)\n",
    "\n",
    "    # apply sin to even indices in the array; 2i\n",
    "    angle_rads[:, 0::2] = np.sin(angle_rads[:, 0::2])\n",
    "\n",
    "    # apply cos to odd indices in the array; 2i+1\n",
    "    angle_rads[:, 1::2] = np.cos(angle_rads[:, 1::2])\n",
    "\n",
    "    pos_encoding = angle_rads[np.newaxis, ...]\n",
    "\n",
    "    return tf.cast(pos_encoding, dtype=tf.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 600, 256)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_model = 256\n",
    "pos_encoding1 = positional_encoding(200, d_model)\n",
    "print (pos_encoding.shape)\n",
    "\n",
    "plt.pcolormesh(pos_encoding1[0], cmap='RdBu')\n",
    "plt.xlabel('Depth')\n",
    "plt.xlim((0, d_model))\n",
    "plt.ylabel('Position')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 600, 256)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_model = 256\n",
    "pos_encoding2 = positional_encoding(600, d_model)\n",
    "print (pos_encoding.shape)\n",
    "\n",
    "plt.pcolormesh(pos_encoding2[0], cmap='RdBu')\n",
    "plt.xlabel('Depth')\n",
    "plt.xlim((0, d_model))\n",
    "plt.ylabel('Position')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.pcolormesh(pos_encoding1[0][:50]+pos_encoding2[0][:50], cmap='RdBu')\n",
    "plt.xlabel('Depth')\n",
    "plt.xlim((0, 50))\n",
    "plt.ylabel('Position')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow_datasets as tfds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "examples, metadata = tfds.load('ted_hrlr_translate/pt_to_en',\n",
    "                               with_info=True,\n",
    "                               as_supervised=True)\n",
    "train_examples, val_examples = examples['train'], examples['validation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(<tf.Tensor: id=103743, shape=(), dtype=string, numpy=b'os astr\\xc3\\xb3nomos acreditam que cada estrela da gal\\xc3\\xa1xia tem um planeta , e especulam que at\\xc3\\xa9 um quinto deles tem um planeta do tipo da terra que poder\\xc3\\xa1 ter vida , mas ainda n\\xc3\\xa3o vimos nenhum deles .'>, <tf.Tensor: id=103744, shape=(), dtype=string, numpy=b\"astronomers now believe that every star in the galaxy has a planet , and they speculate that up to one fifth of them have an earth-like planet that might be able to harbor life , but we have n't seen any of them .\">)\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'dfdf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-8b885c843a34>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0meg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtrain_examples\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mdfdf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'dfdf' is not defined"
     ]
    }
   ],
   "source": [
    "for eg in train_examples:\n",
    "    print(eg)\n",
    "    dfdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['abstract_reasoning', 'aeslc', 'aflw2k3d', 'amazon_us_reviews', 'bair_robot_pushing_small', 'big_patent', 'bigearthnet', 'billsum', 'binarized_mnist', 'binary_alpha_digits', 'c4', 'caltech101', 'caltech_birds2010', 'caltech_birds2011', 'cars196', 'cassava', 'cats_vs_dogs', 'celeb_a', 'celeb_a_hq', 'chexpert', 'cifar10', 'cifar100', 'cifar10_1', 'cifar10_corrupted', 'clevr', 'cmaterdb', 'cnn_dailymail', 'coco', 'coco2014', 'coil100', 'colorectal_histology', 'colorectal_histology_large', 'curated_breast_imaging_ddsm', 'cycle_gan', 'deep_weeds', 'definite_pronoun_resolution', 'diabetic_retinopathy_detection', 'downsampled_imagenet', 'dsprites', 'dtd', 'dummy_dataset_shared_generator', 'dummy_mnist', 'emnist', 'eurosat', 'fashion_mnist', 'flores', 'food101', 'gap', 'gigaword', 'glue', 'groove', 'higgs', 'horses_or_humans', 'image_label_folder', 'imagenet2012', 'imagenet2012_corrupted', 'imagenet_resized', 'imdb_reviews', 'iris', 'kitti', 'kmnist', 'lfw', 'lm1b', 'lsun', 'malaria', 'mnist', 'mnist_corrupted', 'moving_mnist', 'multi_news', 'multi_nli', 'multi_nli_mismatch', 'newsroom', 'nsynth', 'omniglot', 'open_images_v4', 'oxford_flowers102', 'oxford_iiit_pet', 'para_crawl', 'patch_camelyon', 'pet_finder', 'places365_small', 'quickdraw_bitmap', 'reddit_tifu', 'resisc45', 'rock_paper_scissors', 'rock_you', 'scene_parse150', 'scientific_papers', 'shapes3d', 'smallnorb', 'snli', 'so2sat', 'squad', 'stanford_dogs', 'stanford_online_products', 'starcraft_video', 'sun397', 'super_glue', 'svhn_cropped', 'ted_hrlr_translate', 'ted_multi_translate', 'tf_flowers', 'the300w_lp', 'titanic', 'trivia_qa', 'uc_merced', 'ucf101', 'visual_domain_decathlon', 'voc', 'wider_face', 'wikihow', 'wikipedia', 'wmt14_translate', 'wmt15_translate', 'wmt16_translate', 'wmt17_translate', 'wmt18_translate', 'wmt19_translate', 'wmt_t2t_translate', 'wmt_translate', 'xnli', 'xsum']\n"
     ]
    }
   ],
   "source": [
    "print(tfds.list_builders())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset1 = tf.data.Dataset.from_tensor_slices([1,2,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset2 = tf.data.Dataset.from_tensor_slices([1,2,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = tf.data.Dataset.zip((train_dataset1, train_dataset2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(<tf.Tensor: id=103762, shape=(), dtype=int32, numpy=1>, <tf.Tensor: id=103763, shape=(), dtype=int32, numpy=1>)\n",
      "(<tf.Tensor: id=103764, shape=(), dtype=int32, numpy=2>, <tf.Tensor: id=103765, shape=(), dtype=int32, numpy=2>)\n",
      "(<tf.Tensor: id=103766, shape=(), dtype=int32, numpy=3>, <tf.Tensor: id=103767, shape=(), dtype=int32, numpy=3>)\n"
     ]
    }
   ],
   "source": [
    "for i in train_dataset:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
